Practical AI skills for people whose job isn't AI. Most posts end with a drill, because reading about a skill isn't having one.
Meta watched employees work across Gmail, GChat, and internal tools — then laid off 8,000. The lesson isn't about surveillance. It's about what AI cannot learn from watching you, and why that tells you exactly where to put your effort.
4 min read
Two Hacker News posts hit the front page the same week with a combined 1,374 points. One named the upstream problem — vague briefs going in. One named the downstream problem — raw output going out. The model was fine in both cases.
4 min read
Google launched Gemini Spark at I/O 2026 — a 24/7 personal agent that runs inside Gmail, Docs, and Calendar, acting even when your device is off. The question is no longer whether to use AI at work. It's what the agent is doing right now, and whether you authorised it.
5 min read
Shopify runs its internal AI coding agent exclusively in public Slack channels — never DMs. The whole company learns by watching. Here's how to apply the same principle without building a custom agent.
3 min read
OpenAI launched personal finance in ChatGPT the same week security researchers published findings on a tool-poisoning vulnerability affecting Claude, ChatGPT, and Cursor. 'Read-only' defines the permission, not the risk surface. Three questions worth answering before you connect AI to anything sensitive.
5 min read
Anthropic's CEO flipped his forecast: the 10% AI can't automate doesn't shrink — it expands to fill your whole role. The catch is that most people haven't identified their 10% yet. Here's how.
4 min read
A New York Times reporter used AI to research a story, got back a fabricated quote, and published it. A reader caught it. The editors didn't. The failure pattern here isn't a journalism problem — it's the default behavior for anyone who uses AI to pull quotes, stats, or summaries and publishes them without checking the source.
5 min read
A developer's post about losing his coding skills after two years of AI-assisted work hit 541 points on Hacker News. The pattern he described isn't a developer problem. It's a professional skills problem — and there's a three-question test for catching it before it catches you.
5 min read
OpenAI is spending $4B to send consultants into organizations to teach them how to use AI. Malta requires an AI literacy course before citizens get free ChatGPT Plus. Both moves prove the same thing: the bottleneck isn't access to the tools — it's knowing what to do with them.
4 min read
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